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Federal Reserve
Bank of Dallas
THIRD QUARTER 2019

Southwest
Economy

 Climate Change
 Texas’ Energy Base Drives Climate Concerns
as Renewables Expand
 On the Record: Texas Offers Perfect Setting to Study
Impacts, Costs of Climate Change
 Spotlight: Wind and Solar Power: Perfect When
Paired in Texas

PLUS
 Texans Help Drive
National Increase
in Auto Loan Debt

 Texas K–12 Education
Spending Set to Rise,
but Who Will Pay?

 Go Figure: Mexico
Struggles to Move into
Digital Payment Age

President’s Perspective
Rob Kaplan, president and CEO of the
Dallas Fed, regularly speaks and writes on
the factors that affect economic growth in
the nation and Eleventh District. Here are
some of his recent thoughts on key issues:

On the Global Growth Outlook
“I am also highly attuned to the fact that, since early May, downside risks to the outlook have increased due
to heightened trade tensions and decelerating rates of global growth. The economy is also being impacted
by the waning of fiscal stimulus. The question is whether trade and global growth uncertainties are likely to
persist in a manner that leads to a material deterioration in the outlook for U.S. economic growth.”
Economic Conditions and the Stance of Monetary Policy (essay), June 24, 2019

On the Yield Curve
“As I have said before, I would be concerned about an inversion of the curve—either three-month to 10-year
or one-year to 10-year—of some size and duration. My concern emanates from my belief that an inverted
curve ultimately makes it more difficult for financial intermediaries to borrow short and lend long—and, if
the inversion persists, it would likely begin to impede the creation of credit and lead to a tightening of financial conditions. I will continue to watch this carefully.”
Economic Conditions and the Stance of Monetary Policy (essay), June 24, 2019

On Trade Tensions and the Prospect of Tariffs on Mexico
“You had the situation with China, which had some effect. But the thing that I think—talking to businesses,
which I do regularly, extensively—the thing that had a significant effect was the threatened tariffs on Mexico.
And I have lots and lots of businesses in my district who basically took me through—they literally said, ‘Let
me tell you the dollar cost to our business of this if this were to happen’—and I was surprised. [It was] substantial in terms of logistics, supply chains, increased costs. Even though it didn’t happen—the threat of it
and the significance of that—I had thought it might dissipate more. It hasn’t dissipated that much in that
most businesses I talk to regularly are basically saying to me, ‘I think trade uncertainty is just going to be a
feature of the outlook.’”
Wall Street Journal (interview), July 16, 2019

Texans Help Drive
National Increase
in Auto Loan Debt
By Wenhua Di

}
ABSTRACT: Despite strong
economic growth in recent
years, Texas auto loan
delinquency rates have
risen to levels approaching
those seen just after the
Great Recession. A recent
drop in the subprime share
of auto loan originations—
typically involving lesscreditworthy buyers—
suggests delinquency
rates are likely to fall.
However, risks remain
elevated because of
factors including longer
loan duration and young
borrowers’ increasing
student loan indebtedness.

C

onsumers take on debt during
good times for a range of purchases, including autos. During
the shale oil boom that followed the
Great Recession, Texans bought large
numbers of cars and light trucks. Real
per capita auto loan debt increased
substantially, more so in Texas than in
the U.S. (Chart 1).1
Meanwhile, delinquency rates—those
loans 90 days or more past due—never
reached prerecession lows during the
recovery. Instead, they began rising
nationwide, including in Texas, beginning in 2015.
The recent increase is somewhat
perplexing, given the end of the
oil bust in 2016 and a strong state
economy since 2017, during which
historically low unemployment rates
have pushed up wages.2 The increases

CHART

1

in the number and average balance of
auto loans and rising delinquencies
have raised concerns about consumers’ ability to repay and the impact on
the economy.

Passionate Vehicle Owners
Texans love their vehicles—essential
for transportation across the sprawling state. Driving costs are relatively
low because of inexpensive gasoline,
ample parking and less congestion
compared with other large states.
Meanwhile, alternative modes of
transportation are less abundant.
Texans spend more on vehicles than
residents of other states partly because
of relatively lower home prices. Per
capita consumer debt was $43,660 in
Texas and $50,090 in all 50 states as of
the end of 2018, based on the Federal

Auto Loan Balance, Delinquency in Texas Exceed U.S.

Fourth quarter 2018, dollars per capita
8,000
7,000

Percent
7
6

U.S. auto debt

6,000

Texas auto debt

5

5,000

4

4,000
Hurricane
Harvey

3,000
2,000

U.S. delinquency rate
Texas delinquency rate

1,000
0

'03

'04

'05

'06

'07

'08

'09

'10

'11

'12

'13

'14

3
2
1

'15

'16

'17

'18

0

NOTES: Loans were deflated using consumer price index for new vehicles. Gray bar indicates U.S. recession; blue
bar shows recent oil bust.
SOURCE: New York Fed Consumer Credit Panel /Equifax.

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

3

CHART

2

Auto Loans Bigger Piece of Debt Pie in Texas than U.S.

Subprime Loan Delinquency

Texas

Other
Credit 5.4%
card
7.5%
Student
loans
11.4%
Home
60.3%
Auto
15.4%

U.S.

Credit
card
6.4%

Other
6.2%

Auto
9.4%

Student
loans
10.8%

Home
67.2%

SOURCE: New York Fed Consumer Credit Panel/Equifax, fourth quarter 2018.

Reserve Bank of New York Consumer
Credit Panel/Equifax data.
But Texans on average have a greater share of their debt in auto loans,
which accounted for over 15 percent
of per capita consumer debt, second
only to mortgage debt (Chart 2). Since
2003, this percentage in Texas has re-

4

percent of auto loan debt in Texas was
90-plus days past due, 0.9 percentage
points higher than nationally.

mained at least six percentage points
higher than that of the nation.
Among all consumers in Texas with
a credit report, about 45.6 percent held
auto loan debt; the average balance
was $17,106. Nationally, 38.1 percent
of consumers had auto loans, and the
average balance was $13,595. About 5.3

While Texans may borrow more to
buy their cars and trucks, the delinquency rate is driven higher by the
performance of subprime borrowers—those with an Equifax risk score
below 620—rather than the amount
of the loan. Subprime loans account
for over 95 percent of delinquencies
(90-plus days past due) in the state and
nation. Subprime borrowers accounted
for about 28 percent of the outstanding
auto loan balance in Texas, compared
with 22.4 percent nationally.
Texas has larger young, low-income
and immigrant populations, lower
health insurance coverage and lower
average education attainment—all associated with lower credit scores.
The interest rate on subprime auto
loans can be five to 10 times higher
than that on prime loans, especially for
preowned vehicles or loans with longer
terms to maturity. The higher interest
payment adds to the debt burden for
subprime borrowers and contributes
to higher delinquencies. With a greater
percentage of subprime borrowers,
Texas has a higher delinquency rate
than the nation.
Auto loan underwriting became
less strict following the Great Recession amid efforts to kick start the
economy. Loose credit standards
were followed by a tightening from
2016 to 2018 and a slowing expansion
in subprime auto loan originations—
possibly leading to decreasing delinquencies.3 Delinquency rates—mostly
involving debt incurred three or four
years earlier—have lagged new subprime auto loan originations in recent
years (Chart 3).

Loan Balance and Terms
The increasing cost of vehicles
reflects added power and technology
along with more safety and environmental features. The average loan
amount for new passenger cars has
been increasing, exceeding $32,000 in
2018, with an average monthly pay-

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

CHART

3

Texas Delinquency Rise Follows Subprime Origination Increase

Percent

Percent

7

40
35

6

30

5

25
4
20
3
15
Subprime share of new originations –Texas
(shifted forward 4 years)

10

2

Delinquency rate –Texas

1

5
0

0
'03

'04

'05

'06

'07

'08

'09

'10

'11

'12

'13

'14

'15

'16

'17

'18

'19

'20

'21

'22

NOTES: The subprime share of new originations is shifted forward four years. Gray bar indicates National Bureau of Economic Research recession. Blue bar shows recent
energy slump.
SOURCE: New York Fed Consumer Credit Panel/Equifax.

ment over $550.4 About 85 percent of
new-car purchases were financed in
fourth quarter 2018, compared with 54
percent for preowned vehicles.5
Auto-loan balances are just one
indicator. Consumers with prime credit
and higher income may have access
to lower-interest loans and can afford
expensive cars, while those with lower
income or higher loan interest rates for
an inexpensive car can often find it difficult to manage the payments.
Car buyers with lower income and/or
higher debt are often offered longer loan
terms with the benefit of lower monthly
payments. Average maturity of new-car
loans at finance companies (weighted
by amount financed) has increased by
seven months in the past 10 years, from
59.5 months in fourth quarter 2008 to
66.5 months in fourth quarter 2018.6
Studies show that auto loans with
longer terms tend to have higher
delinquencies. Texas leads the nation
in auto loans with the longest aver-

age term to maturity.7 Longer terms
generally come with higher loan rates
and a greater chance that the market
value of the car will be lower than the
loan balance down the road, which
increases default risk.

Lender Performance
Subprime borrowers are more likely
to obtain a loan from an auto finance
company rather than the two other
main types of lenders—banks and
credit unions. Auto finance companies
are typically more lightly regulated
and issue many of the risky loans.8
Finance companies originated about
49 percent of outstanding auto loans
in Texas at year-end 2018, compared
with 46 percent nationally. These loans
have accounted for about 64 percent
of subprime auto loans for a decade,
though these finance company loans
remain below prerecession levels.9
Despite the role of auto finance
companies in subprime lending, their

share of the Texas market does not
directly contribute to the state’s higher
auto loan delinquencies. In fact, auto
finance companies’ loan share has declined as delinquencies have increased.
Not all auto finance companies
target subprime borrowers. These
nonbank finance firms do not take
deposits and usually use various strategies to raise capital, build partnerships and handle credit risks. They
specialize in auto lending and provide
loans to a wider range of consumers
than banks and credit unions.
While some of these finance firms
lend to consumers with subprime
credit scores, others offer appealing
loan products to super-prime borrowers. For example, “captive” nonbanks,
finance companies owned by auto
manufacturers, offer buyers with
prime credit extremely low interest
rates with shorter terms.
These captives regained popularity
during the recovery from the Great

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

5

Recession and have more than half of
the market share of new-car financing.10 All types of auto lenders may
also use similar strategies to attract
potential borrowers.11

Oil Bust and Hurricane Harvey
Statistical modeling of auto loan performance helps explain how the oil bust
years and Hurricane Harvey in 2017
influenced Texas auto loan delinquencies. In this exercise, the serious delinquency rate is modeled as a function
of loan origination locations and the
interactions of the event years (which
take into account occurrences such as
the oil slump of 2015–16 and Hurricane
Harvey in 2017) with affected states or
counties. The model controls for the
percent of auto loans originated to subprime and near-prime borrowers, borrower age, average amount borrowed
and percent of lender types.12
The “serious delinquency rate” is
defined as the percent of loan balance that was not current and more
than 90 days past due. The analysis is
done separately at the state level for
the whole nation and at the county
level for Texas, drawing on aggregated
data from 20 percent of the New York
Fed Consumer Credit Panel/Equifax
database (equal to a 1 percent population sample). The county-level analysis
was limited to counties with 50 or more
auto loans in the sample.
Relative to the rest of the nation,
Texas has a higher auto loan delinquency rate, and the gap with the U.S.
has widened slightly since 2016. The
trend is similar for other oil-producing
states, such as Alaska, North Dakota
and Wyoming. The top 10 oil-producing counties in Texas as a group also
had higher auto loan delinquencies
during the oil bust years.
The model shows that the 29 counties in Harvey’s path have not experienced significantly worse auto loan
performance since the storm. Storm
effects may be only temporary and,
therefore, don’t lead to debt behavior change. Alternatively, flood and
auto insurance and other assistance
programs available to storm victims
alleviate some repayment challenges.13

6

CHART

4

Subprime Growth Outpaces Total Outstanding Auto Securities

Percent, year/year
60

Outstanding subprime auto ABS
Total outstanding auto ABS

50
40
30
20
10
0
-10
-20
-30
-40
'04

'05

'06

'07

'08

'09

'10

'11

'12

'13

'14

'15

'16

'17

'18

NOTES: Gray bar indicates National Bureau of Economic Research recession. ABS refers to asset-backed securities.
SOURCE: Securities Industry and Financial Markets Association.

Consistent with previous studies, the
model results suggest that two factors
are associated with a higher probability
of delinquency—a lower credit score
and younger borrower age. Conversely,
loan balance and lender type are not
definitively related to delinquencies.

Asset-Backed Securities
Despite a shrinking share of subprime auto loan originations in recent
years, the secondary market of subprime auto-loan-backed securities
remains relatively strong. Auto lenders,
especially nonbanks, typically raise
capital through collateralizing auto
loans in the secondary market. Pools of
individual loans are bundled together
into asset-backed securities (ABS)
and split into groups, or tranches, of
varying credit quality. They are subsequently sold to investors.
Auto ABS carrying high credit risk—
usually groups of nonprime loans—are
attractive to fixed-income investors
seeking yield above that offered by
more conventional bonds. The issuance of auto-note securities accounted
for 20.8 percent of all issuance of ABS
in 2018, rising in recent years and
exceeding prerecession levels.
This has raised concerns about a
crash similar to one involving the

residential mortgage-backed security
market preceding the Great Recession.
Investors’ appetites for yield provides
lenders, who subsequently bundle the
car notes in an ABS issuance, incentive to extend loans to borrowers with
lower credit ratings. The outstanding
subprime auto ABS has steadily risen
since the recession ended (Chart 4).
However, auto ABS differ from
mortgage-backed securities in several
respects that make them an unlikely
trigger for the next economic downturn. First, auto loans generally have
lower prepayment risks for lenders and
investors. Second, auto loans make
up a much smaller share of consumer
debt than mortgages, and the auto ABS
is a relatively small part of the total
liabilities.
Third, it is easier to repossess a car
than to foreclose on a house, especially with the availability of technologies
to track vehicles. In addition, given
the overall improving credit quality, auto loan delinquencies may not
continue increasing if borrowers make
responsible purchases based on their
payment capacity.
Still, the increase in subprime auto
ABS merits attention. During the Great
Recession, there was a sharp decrease
in credit supply.14 The impact of an

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

TABLE

1

A Time-Series Look at Auto Loans to 30-Year-Old Consumers, Texas Versus U.S.
Texas

U.S.

Q4 2003
Born in 1973

Q4 2010
Born in 1980

Q4 2018
Born in 1988

Q4 2003
Born in 1973

Q4 2010
Born in 1980

Q4 2018
Born in 1988

Number of borrowers (thousands)

116

138.8

177

1,375

1,459

1,871

Percent auto borrowers of all

39.9

40.7

47.4

36.4

35.8

43.1

Average auto debt (2018 dollars)

10,413

9,931

12,670

9,227

8,704

10,381

Percent with vehicle loans ≥$30K

16.1

20.0

29.8

11.9

14.0

18.4

Auto Loan Borrowing

Creditworthiness and Auto Loan Performance
Average Equifax risk score

622

637

643

648

654

662

Percent subprime

49.8

43.6

39.1

35.6

35.5

31.6

Percent current

90.6

88.9

90.3

92.5

90.7

91.7

Percent 31–60 days past due

4.0

3.6

3.2

2.9

2.9

2.7

Percent 61–90 days past due

0.8

0.8

1.1

0.6

0.8

1.0

Percent 90+ days past due

1.3

0.8

0.5

0.9

0.8

0.7

Percent charge-off

1.4

4.7

4.0

1.8

3.6

3.1

Percent bank

14.5

18.6

20.8

25.6

24.6

20.8

Percent credit union

20.4

24.7

23.8

17.6

24.1

26.7

Percent auto financing company

56.6

50.7

51.4

50.7

46.0

49.0

Percent with mortgage

42.9

37.4

28.6

46.7

40.9

29.8

Percent with student loan

19.1

33.1

36.5

20.6

38.9

40.5

Auto Lender Types

Other Consumer Debt

SOURCE: Author’s calculation based on 20 percent of New York Fed Consumer Credit Panel/Equifax auto loan trade line year-end data.

auto loan crisis (if one were to occur)
on investors and the financial system
would not be of the same magnitude
as the mortgage meltdown. However,
if a downturn occurs, investors would
not receive expected returns as risky
auto loan borrowers default.

Auto Loan Borrowers
Much has been written about the
latest generation of young adults and
how their behavior differs from that of
their predecessors. They are more educated but struggle with greater student

loan debt, marry later and delay
home purchases.
Comparing average 30-year-old
auto loan borrowers with past cohorts
of 30-year-olds provides insight into
changing behavior. Table 1 presents the
borrowing and repayment experience
for auto loan borrowers of three birth
cohorts—those born in 1973, 1980 and
1988 who subsequently turned 30 in
2003, 2010 and 2018—in Texas and in
the nation.
The number and share of 30-yearolds obtaining auto loans has sub-

stantially increased. Nearly half of
30-year-old Texans held auto loan debt
in 2018, compared with 40 percent in
2003. The real value of the average loan
balance has risen by more than $2,000
since 2010.
The share of borrowers taking out
a loan exceeding $30,000 (in 2018
dollars) has nearly doubled. Despite
improved credit scores and the drop
in subprime share, auto loan performance has changed little, from the oldest cohort to the youngest. Consistent
with the overall trend, more Texans

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

7

borrow from banks or credit unions
than from auto finance companies.
Relative to the nation, a greater
percentage of 30-year-olds of all three
cohorts in Texas have auto loans,
and more have balances exceeding
$30,000. The average Equifax risk score
in Texas has increased from earlier cohorts, but the youngest cohort remains
19 points lower than the comparative
national figure.
The subprime share has fallen as the
average credit score improved—with
the pace of improvement faster in
Texas. The Texas delinquency rate exceeds that of the nation in those loans
31 to 60 days past due. Charge-offs are
also higher in Texas.
Nationally, consistent with previous studies, the share of 30-year-olds
with mortgages has declined, while
the proportion with student loan debt
has almost doubled.15 At age 30, when
many borrowers have been out of college seven or eight years, more than 40
percent of those born in 1988 still held
student loans.
In Texas, although student loan debt
has not surpassed auto loan debt in the
share of total consumer debt, 36.5 percent of 30-year-old auto loan borrowers have student loan debt. The burden
to repay student loans can leave auto
loan borrowers more vulnerable to an
economic downturn and keep homeownership out of reach for longer.

Debt Burden Risks
Texas has historically experienced
strong demand for vehicles, with a
higher percentage of consumers holding auto loan debt than nationally. The
gap in average auto loan borrowing
between Texas and the nation is widening, and the delinquency rate spiked
in Texas after the oil bust.
With the strong regional economy,
recent improvement in overall creditworthiness and the drop in subprime
originations, an auto loan crisis is
unlikely. However, with the cost of
vehicle purchases increasing, and the
alarming increase in student loan debt,
many borrowers continue to confront
elevated risks.

8

Di is a senior research economist in the
Research Department of the Federal
Reserve Bank of Dallas.

Notes
Auto or car loans are used interchangeably throughout
the article to refer to loans used to finance the purchase
of cars and light trucks.
2
Texas Facing Historically Tight Labor Markets,
Constraining Growth, by Christopher Slijk, Federal
Reserve Bank of Dallas Southwest Economy, Second
Quarter 2019, www.dallasfed.org/research/swe/2019/
swe1902b.
3
Net Percentage of Domestic Banks Tightening
Standards for Auto Loans, https://fred.stlouisfed.org/
series/STDSAUTO.
4
Auto Loan Debt Sets Record Highs, by Matt Tatham,
Experian, July 2019, www.experian.com/blogs/askexperian/research/auto-loan-debt-study/.
5
See “State of the Automotive Finance Market,”
Experian, Fourth Quarter 2018, www.experian.com/
content/dam/marketing/na/automotive/quarterlywebinars/2018-q4-safm.pdf.
6
“Average Maturity of New Car Loans at Finance
Companies, Amount of Finance Weighted,” Federal
Reserve Bank of St. Louis, FRED, March 2019, https://
fred.stlouisfed.org/series/DTCTLVENMNM.
7
“The Perplexing Post-2011 Trends of Longer Maturities
and Rising Default Rates of Auto Loans,” by Paul Calem,
Chellappan Ramasamy and Jenna Wang, forthcoming
working paper, Federal Reserve Bank of Philadelphia, 2019.
8
Auto finance companies were regulated by the state in
which they were licensed. Starting in 2015, the federal
Consumer Financial Protection Bureau began overseeing
large nonbank auto finance companies, which originate
90 percent of nonbank auto loans and leases.
9
There has been an increase in credit-union-originated
loan balances and a decline in bank financing nationally,
while the share of loans originated by auto finance
companies has remained little changed. In Texas, bank
and credit union shares have both increased. Because of
the relatively large balance of bank loans relative to other
lender types, the share of debt amount from auto finance
companies in Texas dropped from 58 percent at the end
of 2003 to 49 percent in 2018.
10
See note 5.
11
“Auto Lenders Ramp Up Risk to Win More
Customers,” by AnnaMaria Andriotis and Christina
Rexrode, Wall Street Journal, June 10, 2018.
12
The linear regression model is an econometrics
method to fit the observed data in a linear relationship
between two variables, holding others constant. The
fixed-effect model is estimated with robust standard
errors clustered at the treatment level.
1

“Let the Rich be Flooded: The Unequal Impact of
Hurricane Harvey on Household Debt,” by Stephen B.
Billings, Emily Gallagher and Lowell Ricketts, SSRN
working paper, July 20, 2019, https://papers.ssrn.com/
sol3/papers.cfm?abstract_id=3396611.
14
"Auto Financing During and After the Great
Recession," by Ralf R. Meisenzahl, Board of Governors
of the Federal Reserve System FEDS Notes, June 22,
2017, https://doi.org/10.17016/2380-7172.2015.
15
“Young Student Loan Borrowers Retreat from Housing
and Auto Markets,” by Meta Brown and Sydnee Caldwell,
Liberty Street Economics (blog), April 17, 2013, https://
libertystreeteconomics.newyorkfed.org/2013/04/youngstudent-loan-borrowers-retreat-from-housing-and-automarkets.html.
13

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

Texas’ Energy Base Drives Climate
Concerns as Renewables Expand
By Emma Marshall and Jesse Thompson

}

T

ABSTRACT: The energy
industry’s large presence
in Texas—production
and refining—is a key
contributor to carbon
emissions. At the same
time, the state is a
renewable energy leader,
especially with its large
share of wind-based
electricity generation.
Both trends place the
state in the center of the
debate about climate
change and reducing
greenhouse gases.

exas emits more carbon dioxide
(CO2) gas—a leading contributor to climate change—than any
other state in the U.S., though much of
the discharge is indicative of the state’s
larger economy and population.1 It also
reflects the prominence of the region’s
energy industry.
The Permian Basin produced 32 percent of the nation’s crude oil in 2018,
and significant portions of the nation’s
refining and petrochemical capacity
are concentrated along the Gulf Coast.
Texas also has the nation’s secondlargest population (28 million residents)
and economy ($1.7 trillion in economic
output) after California. CO2 emissions
in terms of population and output—the
carbon intensity of the state—put the
state in the middle of the pack. Viewed
that way, Texas emitted 23 metric tons
of CO2 per capita, ranking 12th nationally, and 0.4 metric tons per $1,000 of
gross domestic product (GDP), ranking 18th nationally (Chart 1).2
Emissions of CO2 are important
because CO2 is a primary greenhouse
gas, which prevents heat from radiating into space. According to government reports, the burning of fossil
fuels contributed substantially to a 40
percent net increase in the CO2 content of the Earth’s atmosphere between
1750 and 2011.3
To the extent that climate change
results in global warming and more
frequent extreme weather events, it
will have repercussions for the U.S. and
Texas economies.

Emissions and the States
The top CO2-emitting states by GDP
are Wyoming, West Virginia and North
Dakota, due to their relatively high
use of coal for energy, low population
densities and long, cold winters.

By comparison, New York has the
lowest emissions per capita and per
dollar of GDP, due to high population
density, a relatively service-sectorfocused economy and heavier reliance
on natural gas and carbon-free nuclear
power. New York City, accounting for
much of the state population, has large
numbers of multifamily housing units,
including high-rise buildings, which
distribute heat relatively efficiently.
Moreover, extensive public-transit
commuting contributes to a loweremissions environment.4
Accumulated greenhouse gas is
changing the Earth’s climate, contributing to rising average temperatures
and increases in extreme weather
events, according to the most recent
National Climate Assessment (NCA),
a scientific report published by the
federal government. Studies suggest
that the Federal Reserve Bank of Dallas’ region of Texas, northern Louisiana
and southern New Mexico, already
known for temperamental weather,
faces the probability of stronger storms
and increased episodes of hail and
tornadic activity.5
Climate change will require greater
investment for emergency preparedness and more resilient infrastructure.
It may also lead to government policies
directed at reducing global warming,
changes that would likely target carbon emissions and the activities that
produce them.

Most Overall Emissions
Texas’ CO2 emissions have been
increasing. The state’s outsized volume
of emissions arises in part from the
state’s disproportionate share of energy-intensive manufacturing as well as
its growing auto-dependent population. Nationwide, motor vehicles are

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

9

CHART

1

Texas Has Less Carbon Emissions per Thousand Dollars of GDP than 17 States

Metric tons CO2, per thousand dollars of state GDP
1.6
1.4
1.2
1.0
0.8
0.6
0.4

0.0

WY
WV
ND
LA
MS
MT
KY
AK
AL
IN
AR
NM
OK
NE
IA
MO
KS
TX
UT
SC
OH
MI
RN
WI
SD
PA
AZ
ME
US
CO
MN
ID
GA
IL
FL
NV
NC
HI
VA
DE
NJ
VT
NH
OR
RI
WA
MD
CA
CT
MA
NY

0.2

NOTE: 2016 state gross domestic product (GDP) in chained 2012 dollars.
SOURCES: Bureau of Economic Analysis; Energy Information Administration; authors' calculations.

a leading CO2 contributor in major
population centers.
Texas is an important supplier to
domestic and global markets of a
range of products from motor fuels to
petrochemicals.
Texas emitted almost twice as much
CO2—653 million metric tons (MMT)
in 2016—as the next-highest state,
California at 361 MMT (Chart 2). Texas’
emissions have increased by 13 MMT
since 2001 despite dipping in 2009,
when the Great Recession depressed
industrial production. By comparison,
California reduced its discharge by
more than 20 MMT during the period.

Petrochemical, Refinery Output
Texas was about 8.4 percent of
the nation’s economy in 2016, but it
produced 13 percent of the nation’s
carbon emissions. The Energy Information Administration (EIA) breaks down
its emission estimates, based on fuel
consumption, into groups. Nearly all of
Texas’ CO2 pollution came from three
of them: transportation, electric power
and industrial (Chart 3).

10

The EIA-estimated carbon emissions
don’t include the flaring of natural gas,
common in the Permian Basin energy
production sites in West Texas.6 Reported flaring in Texas was responsible
for nearly 4.8 MMT of CO2 in 2016,
representing a statewide emissions
increase of 0.7 percent in 2016.7
Nationally, the industrial sector accounted for 18 percent of emissions in
2016. That compares with 30 percent
in Texas, the equivalent of 198 MMT
of CO2. The fuels responsible for most
of the industrial sector’s CO2 were
natural gas (102 MMT) and “other”
petroleum (95 MMT).8
Texas’ high industrial share largely
results from the production of energyintensive goods such as motor fuels
and petrochemicals, which yields
substantial CO2 waste. The state is
home to 30 percent of U.S. refining
capacity and 70 percent of the nation’s
basic petrochemical capacity.9 These
industries rely on crude oil, natural gas
liquids (NGLs) and natural gas as material inputs for manufacturing as well
as for power in the production of these

goods. Indeed, mining, bulk chemical
production and refining combined account for about 58 percent of total U.S.
industrial energy consumption.
Texas produced nearly half of
U.S. crude oil and NGLs and nearly
a quarter of the nation’s output of
natural gas in 2016.10 Rising production
from prominent shale regions, such
as the Permian Basin, substantially
damped energy costs. This incentivized increased utilization and investment at refineries and induced the
petrochemical industry to engage in
a decade-long build-out of capacity
focused on exports, contributing to
Texas’ carbon footprint.

Role of Transportation
Transportation was the largest
contributor to Texas CO2 emissions—
totaling 225 MMT—for a second
consecutive year in 2016. The number
of passenger vehicles—cars, pickups,
minivans and SUVs weighing less than
6,000 pounds—amounted to approximately 0.9 vehicles per person that
year. The ratio has remained roughly

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

F-150—the most common vehicles
in Texas—rose nearly 23 percent and
30 percent, respectively, from 2001 to
2016. Increasingly stringent federal fuelefficiency mandates have played a role.

constant as the number of registered
vehicles has kept pace with population
growth, yielding a 17 percent increase
in daily light-duty vehicle miles traveled in Texas from 2001 to 2016.11
However, rising fuel economy has
helped hold down emissions growth.
For example, the fuel economy of an
entry-level Toyota Camry and a Ford

CHART

2

75

contributing 208 MMT of CO2 in 2016,
124 MMT of which came from coal.
Coal emissions peaked in 2011 during
a blistering heat wave and a long-term
drought that lasted from May 2010 to
July 2015.12
Since then, coal-fired plants have
been retired, and coal has played a
diminishing role in electric power as
new capital investment favored relatively low-cost natural gas and renewables (Chart 4).13 Natural gas, though
a fossil fuel and contributor to carbon
emissions, is far cleaner than coal and
has helped lessen power generation’s
environmental impact.
Texas has taken a leading role in the
use of wind power, which has benefited from declining installation costs.
Plentiful wind and policies, such as
a state target for renewable energy
and federal regulation of greenhouse
gases, has helped make Texas the nation’s top generator of electricity from
renewable fuels, excluding hydroelectric, since 2010.14
Texas, with its lower-carbon mix of
electric generation capacity, produced
more electricity per pound of carbon
emitted than any other state and the
most electricity overall in 2016. Texas
emitted 1.5 metric tons of CO2 per
megawatt hour of electricity generated,
compared with California’s 1.8 metric
tons. Renewables’ share of Texas electricity has since risen. Wind-generated
power increased 32 percent from 2016 to
2018, amounting to 75.8 million megawatt hours, or 16 percent of the total—
equivalent to avoiding 59 MMT of CO2
had that power been coal generated.

65

Federal, State Policy

Electricity Generation Evolves
Electric power generation is another
top carbon-emitting sector in Texas,

Large-Population States Lead in Carbon Dioxide Emissions

Million metric tons CO2
700

Texas

600
500

California

400
300

New York

200

Wyoming

100
0
'01

'02

'03

'04

'05

'06

'07

'08

'09

'10

'11

'12

'13

'14

'15

'16

SOURCE: Energy Information Administration.

CHART

3

Texas Industrial Carbon Emissions Growing Quickly

Million metric tons CO2
250

Million metric tons CO2
85

Electric power (32%)

230
210
190

Transportation (34%)

55

170
45

150

Commercial and
residential (4%)

Industrial (30%)

130

35

110

25

90

15
'01

'02

'03

'04

'05

'06

'07

'08

'09

'10

'11

NOTE: Percentages represent share of total Texas carbon emissions in 2016.
SOURCE: Energy Information Administration.

'12

'13

'14

'15

'16

Carbon emissions regulation is a
fairly recent phenomenon. The Clean
Air Act, approved in 1970 and amended in 1977 and 1990, was the first concerted national effort to curtail air pollution but targeted only particulates,
mercury and sulfur compounds. It was
not until 2007 that the Environmental
Protection Agency included CO2 and
other greenhouse gases among pollutants to be regulated under the act.
Emissions-reducing regulations in
the U.S. have taken several forms. Some

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

11

stipulate limits to emissions that may
require adopting compliant technologies, such as scrubbers in smokestacks
to remove sulfur compounds, or curbing nitrogen oxides from some diesel
engines. A national efficiency mandate,
such as the Corporate Average Fuel
Economy standard, sets targets for
mileage and fuel consumption for new
vehicles. These kinds of standards can
also contribute to lower greenhouse
gas emissions.
Several Texas Commission on
Environmental Quality programs also
support emissions reductions. The voluntary Texas Emissions Reduction Plan
seeks to aid organizations that want
to shrink their carbon footprint or get
funding for related research and development. These programs subsidize
purchases that improve fuel efficiency
or enable a switch to less carbon-intensive fuels—such as converting dieselpowered equipment to natural gas.
Many economists who have studied
environmental policy favor setting
prices on emissions rather than simply regulating them.15 Taxing carbon
or implementing cap-and-trade systems allowing emitting entities to pay
for the ability to pollute are economic
approaches that incentivize behavioral changes.
The European Union has a cap-andtrade framework, which limits the
total carbon emissions allowed and
allocates pollution rights across firms.
Firms can then trade their right-topollute tons of CO2 at a price determined in the marketplace. Texas uses
a cap-and-trade approach on some
emissions, such as sulfur dioxide, a
pungent chemical that when emitted into the atmosphere contributes
to acid rain and the formation of
particulate-matter pollution that can

}

12

CHART

4

Wind, Natural Gas Rise as Sources of Texas Electricity Generation

Million megawatt hours/month
20
18

Natural gas

16
14

Coal

12
10
8
6
4

Wind

2
0

'01

'02

'03

'04

'05

'06

'07

'08

'09

'10

'11

'12

'13

'14

'15

'16

'17

'18

SOURCE: Energy Information Administration.

exacerbate conditions such as asthma
or heart disease.
Taxing carbon is another approach
involving government intervention.
Such a levy could involve extracting a
specific “cost” for every ton of carbon
emitted from burning fossil fuels. A
U.S. carbon tax of $50 per ton in 2020,
for example, would reduce carbon
emissions by 11 to 25 percent in the
first full year of implementation, one
comparison of academic modeling
exercises found.16
Most of the reductions would come
through fuel switching from coal to
natural gas in electric power generation and continue over the longer term.
However, the lower emissions would
come at a cost to energy producers
and consumers, who would share
the burden through higher prices on

Dallas Fed President Rob Kaplan assesses climate change and
its impacts on the Eleventh District in Dallas Fed Economics,
www.dallasfed.org/research/economics/2019/0627b.

commodities such as coal, natural gas
and gasoline. Simultaneously, demand
would weaken for the energy that
Texas produces—including crude oil
and natural gas—as well as for refined
goods and petrochemicals.

Diversification Holds Promise
The concentration of the energy
industry in Texas, both in production
and processing, contributes to making
carbon emissions bigger in Texas. However, the main driver is simply the size of
the state’s economy, accounting for the
state’s No. 18 ranking based on emissions per dollar of economic activity.
Policymakers, acting on climate
change concerns, will likely implement policies that will slowly lead to
decreased reliance on carbon-based
energy over time. Texas can be better
prepared for the future by continuing
to diversify its sources of energy and
overall economic activity.
Marshall is a research analyst in the
Research Department and Thompson
is a senior business economist in the
Houston Branch at the Federal Reserve
Bank of Dallas.

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

Notes

Emissions from the oil and gas sector focus on the
consumption of fuels such as diesel to operate drilling
rigs or to fuel the thousands of truckloads of supplies
needed for well production. Emissions from natural gas
flaring are not included in the calculation. This likely
contributes to an underestimation of total CO2 emissions
in Texas for the period. See note 7.
11
Vehicle Titles and Registration Data, Texas Department
of Motor Vehicles, June 2019.
12
See “Drought in Texas,” National Integrated Drought
Information System, National Oceanic and Atmospheric
Administration and Texas Water Development Board,
and “The Drought Is Over in Texas,” Texas Tribune,
July 20, 2015.
13
See “Pollution: More Natural Gas, Less Coal Pace CO2
Emissions Drop,” by Amy Jordan, Federal Reserve Bank
of Dallas Southwest Economy, Fourth Quarter, 2012.
14
See “Average U.S. Construction Costs for Solar
and Wind Continued to Fall in 2016,” U.S. Energy
Information Administration, Today in Energy, Aug. 8,
2018; and “Wind Generators’ Cost Declines Reflect
Technology Improvements and Siting Decisions,” U.S.
Energy Information Administration, Today in Energy, July
12, 2018. See “Abundant Sunshine Not Enough to Power
Texas Residential Solar Energy,” by Benjamin Meier
and Jesse Thompson, Federal Reserve Bank of Dallas
Southwest Economy, First Quarter, 2019.
15
See “Climate Change and the Federal Reserve,”
by Glenn Rudebusch, Federal Reserve Bank of San
Francisco Economic Letter, March 25, 2019, and “Global
Perspectives: Greg Mankiw on Economic Advice, Climate
Change and Trade,” by Mark Wynne, Federal Reserve
Bank of Dallas Dallas Fed Economics, March 28, 2019.
16
See “Policy Insights from the EMF 32 Study on U.S.
Carbon Tax Scenarios,” by Alexander R. Barron et al.,
Climate Change Economics, vol. 9, no. 1, February
2018, pp. 1–47.
10

Emissions data are based on estimates of the amount
of CO2 released in the consumption of different energy
sources. Energy consumption comprises approximately
80 percent of total greenhouse emissions by weight
on a carbon-equivalent basis. Other greenhouse gas
emissions, such as methane or refrigerants, can be
exponentially more potent, complicating state-to-state
comparisons. See “Documentation for Estimates of State
Energy-Related Carbon Dioxide Emissions,” U.S. Energy
Information Administration, October 2018, www.eia.gov/
environment/emissions/state/pdf/statemethod.pdf.
2
Federal Reserve Bank of Dallas calculation, chained
2012 dollars, based on U.S. Bureau of Economic
Analysis and Energy Information Administration data.
3
See U.S. Global Change Research Program, Fourth
National Climate Assessment, vol. II, 2018, p. 39, https://
nca2018.globalchange.gov/downloads/NCA4_2018_
FullReport.pdf. Also see the Intergovernmental Panel on
Climate Change, Climate Change 2014 Synthesis Report
Summary for Policymakers, p. 4, www.ipcc.ch/site/
assets/uploads/2018/02/AR5_SYR_FINAL_SPM.pdf.
4
See “Energy-Related Carbon Dioxide Emissions
by State, 2005–2016,” U.S. Energy Information
Administration, February 2019, www.eia.gov/
environment/emissions/state/analysis/.
5
See note 3, U.S. Global Change Research Program,
p. 990.
6
Natural gas flaring is permitted as part of oil and gas
operations for limited periods, primarily following well
completions. See Texas Administrative Code Part 1,
Chapter 3, Rule 3.32.
7
Natural gas flaring emits approximately 120.7
pounds of CO2 per thousand cubic feet of gas flared.
State agencies provide flaring data to the U.S. Energy
Information Administration. Texas vented and flared more
than 87 billion cubic feet of natural gas in 2016. Satellite
data analyzing flaring activity suggests that this reporting
underestimates total flaring by as much as 50 percent.
See “Flaring in Two Texas Shale Areas: Comparison of
Bottom-Up with Top-Down Volume Estimates for 2012
to 2015,” by Katherine Ann Willyard and Gunnar W.
Schade, Science of the Total Environment, vol. 691, pp.
243–51, November 2019. Also see “Permian Natural Gas
Flaring and Venting Reaching All-Time High,” Rystad
Energy, press release, June 4, 2019. www.rystadenergy.
com/newsevents/news/press-releases/Permian-naturalgas-flaring-and-venting-reaching-all-time-high/.
8
Other petroleum includes asphalt, coke, petroleum coke
and miscellaneous hydrocarbon fuels.
9
See “Booming Shale Production Drives Texas
Petrochemical Surge,” by Jesse Thompson, Federal
Reserve Bank of Dallas Southwest Economy.
Fourth Quarter, 2012; and "Shale Revolution Feeds
Petrochemical Profits as Production Adapts,” by Jesse
Thompson, Southwest Economy, Fourth Quarter, 2013.
1

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

13

ON THE RECORD
A Conversation with Katharine Hayhoe

Texas Offers Perfect
Setting to Study Impacts,
Costs of Climate Change
Katharine Hayhoe is an atmospheric scientist and professor at
Texas Tech University in Lubbock, where she directs the Climate
Science Center. She was a lead author of the Fourth National
Climate Assessment, released in November 2018, which documents
the extent of climate change. She also hosts Global Weirding, a
video series produced by Lubbock’s PBS affiliate, KTTZ.
Q. How do scientists differentiate
between extreme weather and
climate change?
Climate is the statistics of weather
over at least 20 to 30 years. When we
look at our extreme weather, we see
that the statistics of that weather are
changing. In Texas, our heat waves are
getting more intense, and stronger and
more frequent. Our heavy rainfalls that
especially occur in the eastern half of
the state are becoming more frequent.
We’re seeing that hurricanes are not
more frequent, but there’s a lot more
rainfall associated with them today than
there would’ve been 50 or 100 years ago.
It’s estimated that almost 40 percent
of the rain that fell during Hurricane
Harvey would not have fallen if the
same storm had occurred 100 years ago.
In West Texas, our own work has shown
that as the world gets warmer, we expect
our droughts—which are, of course, a
natural part of our weather here—to
become more frequent and more severe.
So, we know that here in Texas, we
see all kinds of extreme weather naturally, but as the climate changes, as the
world warms, we are seeing a lot of this
extreme weather become intensified—
some more frequent, some more intense, some stronger, some longer, and
some all of the above.

14

Q. How did you get into studying
climate change and what makes
Texas Tech a good base for the work
that you do?
Well, I was planning on becoming
an astrophysicist, and I was almost finished with my undergraduate degree in
physics. I needed an extra course and
saw this interesting course on climate
science over in the geography department, and I thought, “Well, I’ll take that.”
I was absolutely shocked to find out that
climate science was all physics—in fact,
some of the very same physics that I had
been learning in my astronomy classes.
I ended up at Texas Tech University
because they were recruiting my husband. My husband is a linguist, and I
wasn’t really too sure about moving to
Texas and doing climate science. But
now that I’ve been here for over 12 years,
I realize that this is the perfect place to
study climate change.

Q. What makes Texas such a good
place for climate change study?
Texas already naturally gets more
extreme climate [events] than any other
state in the country. Since 1980, we have
experienced 106 events that have caused
at least $1 billion worth of damage. And
one of the ways that climate change is

affecting us is by increasing the frequency or the risk associated with extreme
weather and climate events. So, Texas
is really on the forefront of being vulnerable to the impacts of a changing climate.
Then, what’s the solution to the
changing climate?
Digging up and burning coal and
gas and oil is the No. 1 reason why the
planet is warming. Texas, of course, is a
huge producer of fossil fuels. We have
the highest carbon emissions of any
state in the country, but Texas is also the
leading producer of wind energy. We are
simultaneously the state that currently
contributes the most to the problem
but, together with California, we are
arguably the state that has the most to
contribute to fixing the problem.
Texas is also the perfect place to be
because there are so many people here
who aren’t really on board with the
idea that the climate is changing. The
impacts matter to us here in the places
where we live today, and we need to fix
the problem.
Almost every day, I run into somebody—whether it’s at church, a neighbor, at the university or a student who
has questions—who says, “How do we
know that this is real?”
And when they find somebody who
lives here in Texas, who studies this full
time, they have a lot of questions.
A lot of people are just really confused. It’s the perfect place to be to talk
about climate change to help people
understand it, to encourage our investment and solutions, and to help people
understand how we are vulnerable to
the impacts of a changing climate and
what we need to do to prepare.

Q. In a normal weather cycle, what
should be going on in Texas?
What many people don’t realize is
that climate scientists study past climate, too. We study all of the natural
factors that cause the climate to change.
In fact, as a group, we scientists
actually spend more time studying
natural causes of climate change and
natural variability and past climate
than we do studying how humans are
affecting climate.

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

already naturally gets more extreme
} Texas
climate [events] than any other state in the
country. Since 1980, we have experienced
106 events that have caused at least $1 billion
worth of damage.
Photo credit: Texas Tech University

We’ve learned that the earth has been
warmer and cooler before in the past.
When we study the causes, we find that
there are a couple of really important
factors at play affecting our climate. One
is the amount of energy we get from
the sun, which goes up and down over
time. Another is the configuration of the
earth’s orbit around the sun. That’s actually responsible for the ice ages and the
warm periods in between like we’re in
right now.
We know that large sustained volcanic eruptions can temporarily cool the
earth, and we also know that there are
natural cycles like El Niño—which, of
course, everybody in Texas has heard
of—that exchange heat between the
ocean and the atmosphere. When we
have an El Niño, our air temperature
tends to be a bit warmer than average
because heat is going into the ocean,
and when we have a La Niña, our air
temperature tends to be a bit cooler than
average because heat is coming out of
the ocean.
So, when we see the climate changing
as we see it today, we don’t automatically jump on the bandwagon and say,
“Oh, it has to be humans.”
We look at all the natural factors that
caused climate change in the past to see
if they could be responsible. When we
look at the sun, we find that the sun’s energy has actually been going down since
the 1970s, not up. So, if our temperature
were being controlled primarily by the
sun right now, we’d be getting cooler,
not warmer.
We find that, according to orbital
cycles, we should be gradually cooling
heading into the next ice age sometime
in the next 1,500 years—which we don’t
want to do because the last time we had

an ice age, most of North America was
covered with a mile of ice.

Q. What changed the natural cycle?
Large-scale agriculture and deforestation and heat-trapping gas emissions that resulted from these activities
[changed the cycle]. The more land area
we cultivate [and] the more forest we
cut down, the greater the impact we
have on climate.
So, by the time we got to the Industrial
Revolution, when people were already
spreading across North America, cutting
down forests here [and] turning them
into farmlands, we had just about perfectly stabilized the climate.
We had counteracted the effect of
orbital cycles on our climate, which is
actually what we want. We like a nice
stable climate: Just like Goldilocks, we
don’t want it too cold, we don’t want it
too hot, we want it just right.
Then, all of a sudden, along came the
Industrial Revolution. We started digging up massive amounts of coal and gas
and oil [and] burning it, and our temperature started to increase really quickly.

Q. How is our regional economy
affected by climate change, and are
certain industries more impacted
than others?
A fundamental assumption that
underlies our society—one that we
don’t think about very often—is that
the climate is relatively stable. That assumption has been valid not just over
the past 100 or 200 years but really over
the course of human civilization on this
planet. We have not seen any significant
change in our average climate on the

order of what we have experienced over
the last two decades.
In the past, when we designed our
building codes, when we set our flood
zones, when we built our cities and a
lot of very expensive infrastructure—
ports, transportation, industrial facilities—along the coastline, we assumed
that where sea level was in the past was
an accurate predictor where sea level
would be in the future.
We’ve built our industry and a large
part of our economy around the unstated and unvoiced assumption that the
climate is relatively stable, that conditions of the past are an accurate predictor for conditions of the future.
But today, that isn’t valid anymore.
So, where and how we grow our crops is
already starting to change. Just because
your family has always grown cotton in
the same place in Texas does not necessarily mean that the next generation will
be able to grow the same crop in the
same place.
As conditions change, we find that our
infrastructure is unprepared [for] and
vulnerable to the more frequent or more
severe extreme weather events that
we are already experiencing in many
places—let alone that we’ll experience
in the future.
The implication of all of these is that it
will cost a lot to adapt to the changes.

Q. What other economic effects can
Texas expect?
In Houston, Harvey was not the first
extreme flood that they have had. They
actually had, in some places, three 500year flood events in three years. Harvey
was the third one. That’s not a 500-year
flood event when you have three of

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

15

them in three years. The majority of the
emergency calls and the majority of
the flooding that occurred during those
events, especially during Harvey, were
outside the flood zone. That meant that
many affected homes and buildings did
not have flood insurance.
The insurance industry is one of the
industries that is most aware. They’ve
had their finger on the pulse of changing weather statistics over the last few
decades because they are the ones who
make the payments when disasters happen. And they are increasingly concerned
about [whether] some types of insurance
are even viable in a changing climate.
South Miami is raising the level of its
streets by two feet and installing pumps.
As sea level rises, they’re already experiencing sunny-day flooding today—flooding when there’s no storm, just a king tide.
A few months ago, there was a headline that the oil and gas industry—which
is one of the industries most responsible
for a changing climate—asked for protection from rising seas for some of their
facilities on the Gulf Coast.
Well, who’s going to pay for that
protection? Really, it comes down fundamentally to economics. The costs of
Harvey were estimated at around $125
billion. Other estimates have shown that
if you actually factor in not just the direct damages, but also lost productivity,
the human migration, the loss of wages,
the impact of any severe event lasts for
decades beyond that event. And the assessed cost of the direct damages tends
to be on the order of about 10 percent of
the actual cost.

Q. How long lasting are the
economic impacts of events arising
from the changes in climate and
extreme weather?
There are some counties in Oklahoma and Texas where you can still see
the signal of the Dust Bowl in their revenues today.
Of course, the dust bowl was a natural
event, but it was a natural event that
was exacerbated by human behavior. In
that case, it wasn’t climate change at the
global scale, but it was the agricultural

16

have to transition to new, clean ways of
} We
getting energy. And again, Texas is leading
the way in that, but it is not a global leader.
techniques that people were using that
contributed to the dust bowl, making
it more severe than it would have been
and longer than it would have been
without human interference.
So, we already have cautionary tales
from the past of how naturally occuring
weather extremes have been exacerbated by human choices, human activities and human behavior that have been
economically devastating for certain
regions in the United States.

Q. What can we do in the near term to
prepare for climate change?
That is the trillion-dollar question.
For many Texas cities, water is a big
problem. I’ve worked with cities such
as Austin and with the North Texas Municipal Water District, just north of Dallas. The goal is to incorporate climate
projections into their long-term water
planning so they actually have realistic
estimates of what their supply and their
demand will look like in the future in a
changing climate.
For other cities—Washington, D.C.,
Chicago and others—we look at specific
thresholds that have to do with how
much energy they will need in the future.
How will energy demand shift change between heating in the winter and cooling
in the summer so they can start to prepare for less oil and gas in the winter, but
more air conditioning in the summer?
Here in Texas, one of the things that
people are doing is transitioning from
big pivot irrigation systems, where they
spray water on the ground and a lot of
the water evaporates before it actually
hits the ground, to in-ground direct irrigation that uses a lot less water.
Individually, I think it’s important to
be aware of the way that climate change
can affect us. I’ve had calls from some
farmers and producers and ranchers

asking, “Should I sell my land? Should I
be moving further north? If I still want to
grow the same types of crops, what types
of places are going to be conducive to
growing those crops in the future?”
The other half of the picture is that we
need to reduce and eventually eliminate
our carbon emissions. We have to transition to new, clean ways of getting energy. And again, Texas is leading the way
in that, but it is not a global leader. China is. A lot of people don’t realize that
China has more wind and solar energy
than any other country in the world.
We are in serious jeopardy of being
left behind in the new clean-energy
economy because around the world last
year, 70 percent of new installed energy
was renewable. It’s being installed
in India, in China and in developing
countries around the world, and that’s
what we have to do to move forward
into the future.
Individually here in West Texas, a lot
of farmers and producers are opening
up their land to wind turbines because
the check arrives in the mail and you
can still farm around the turbine.
There are a lot of things we can do.
We might say, “Well, I don’t own land. I
can’t put wind turbines on my land.”
A lot of our choices relate to our
food—reducing food waste and eating
lower down the food chain and reducing
the amount of beef that we eat, focusing
more on fish and on plant-based food.
That’s where there are important things
that we can do to reduce our own carbon footprint.
But the most important thing we can
do is talk about it, because if we don't
talk about it, why would we care? And if
we don't care, why would we act?
For audio excerpts of our interview
with Katharine Hayhoe, go to dallasfed.
org/research/swe/2019/swe1903e.

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

Texas K–12 Education Spending
Set to Rise, but Who Will Pay?
By Jason Saving

}

E

ABSTRACT: The Texas
Legislature approved
increased public school
spending while at the
same time limiting property
tax increases. Because
new revenue to fund this
increase over the longer
term was not identified,
the latest fix may not
fully provide a long-term
solution to meeting local
districts’ needs.

ducation funding in Texas has
substantially trailed the national
average for K–12 students over the
past 10 years. In a world characterized
by ever-greater globalization and everfaster technology-enabled disruption,
projections suggest the jobs of tomorrow
will require substantially higher education levels than the jobs of today. This
has raised concerns about the adequacy
of Texas’ education expenditures.
Since 2012, another trend has entered the picture: rapidly rising property values. This has boosted home
appraisals (and property tax bills) to
unprecedented levels— and prompted
mounting calls to lawmakers to stem
rising property taxes.1
The Legislature, partly in response
to those calls, passed an education-reform package in May 2019 consisting of
two parts. The first raised K–12 education spending, while the second scaled
back future property taxes that in
recent years have become the primary
funding source for K–12 education.
CHART

1

The juxtaposition of more education
spending and less reliance on property
taxes may seem odd at first glance.
However, these issues are inextricably linked because of the way Texas
finances education. The current school
funding formula dictates that state
contributions fall when local property
values soar, which in recent years has
led to local school districts bearing
an unusually large share of the K–12
funding burden.
Tamping down future property tax
growth changes this calculus, setting
the stage for larger state contributions
going forward.

Lagging Education Expenditures
For a variety of reasons, the jobs
of today require more education and
training than the jobs of yesterday.
This trend is very likely to continue,
leading many to wonder whether
state education systems are well-positioned—and sufficiently funded—to
meet worker demand.

Texas Per-Student K-12 Spending Increasing, Still Lags U.S. Average

Thousands of nominal dollars

$26

$23.9

$24
$22
$20

New York
California
U.S. average
Texas
Florida

$18
$16
$14

$12.6

$12

$10.1
$9.6

$10
$8
$6

$13.2

'07-'08 '08-'09 '09-'10 '10-'11 '11-'12 '12-'13 '13-'14 '14-'15 '15-'16 '16-'17 '17-'18

NOTE: Data refer to spending per student enrolled in fall of each school year.
SOURCE: National Education Association.

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

17

Nationally, average K–12 education spending per student grew by 3.0
percent, to $12,602 per year, during
the 2017–18 school year (Chart 1).
This figure has varied to some degree
over the course of the business cycle,
rising at a relatively slow pace during
the Great Recession and its aftermath
and then at a faster pace during the
economic expansion.
The comparable figure for Texas rose
5.6 percent to $10,124. While increasing
at nearly twice the national average during the 2017–18 academic year, Texas’
per-student K–12 spending remained
20 percent below the national average,
with only 12 states spending less.
However, overall spending does not
necessarily determine how effectively
school districts educate children.2
Performance also reflects on what
schools spend their money. In Texas,
despite relatively low per-student K–12
spending, students performed at or
slightly below the level of their national
counterparts on the National Assessment of Education Progress test, which
is the best available metric for comparing student performance across states.
On the 8th grade mathematics test,
for example, Texas tied the national
average of 282 points, exactly halfway
between top-scoring Massachusetts
and bottom-scoring Louisiana
(Chart 2A). Other tests at different
grade levels produced mixed results,
with Texas significantly below the
national average on 4th- and 8th-grade
reading but slightly above the national
average on 4th-grade mathematics and
8th-grade science (Chart 2B).
Encouragingly for an increasingly
diverse state, minority students fared
better on the tests than their U.S. counterparts. On the 8th-grade mathematics test, for example, African-American
students in Texas ranked seventh
among the 47 states that break down
scores by race, while Hispanic students
ranked eighth. However, the Hispanic
scores still trailed those of non-Hispanic whites in the state.
Taken together, the evidence suggests Texas teachers produce better results than would be expected given the
state’s relatively low K–12 education

18

spending. While economic research
suggests that more money does not
automatically lead to better outcomes,
if Texas teachers are skilled at doing
more with less, it seems reasonable to
suppose they could parlay additional
resources into stronger performance.

Rising Property Taxes
If more education funding is needed,
the central role of property taxation
in Texas school funding suggests a
tax increase might be a possibility.
However, recent housing price trends
combined with the intricacies of the
state’s education formula argue against
this approach. To understand why, it’s
necessary to first examine trends in
housing prices and then how they affect school funding.
Historically, Texas housing markets
do not participate in national boombust cycles.3 During the great national
home-price appreciation cycle of 2001–
06, U.S. home prices rose by one-third
while Texas home prices increased
only 10 percent (Chart 3). Abundant
land availability, relatively few zoning
restrictions and unusual restrictions on
home equity lines of credit are among
factors that have tamped down Texas
home price growth.
The historical pattern has broken
down in recent years. Texas home
values rose in line with the nation in
2012–18, resulting in historically rapid
home price appreciation and greater
housing wealth for millions of Texans.
However, it does hurt new homebuyers
by making home ownership less affordable. Rapid home price appreciation
also carries with it the unwelcome obligation of a rising property tax burden,
leading to calls for tax limits.

Linking Schools, Taxes
Many people think that property
taxes are the main or even the only
funding source for K–12 education.
However, a combination of state and
local resources along with a small, but
significant federal contribution pays
the bills in Texas. While a full accounting of school funding involves a number of complexities, a few key elements
are especially pertinent.4

Texas’ Foundation Schools Program provides the bulk of per-student
funding for K–12 education. Under
the program, the state essentially sets
a minimum per-student spending
level and then “tops up” each school
district’s property tax receipts in order
to reach that minimum sum.5
One implication of this formula is
that the state bears much of the fiscal
risk posed by unexpected fluctuations
in economic activity. If the housing
market were to cool and housing prices
began to fall, then property tax revenue
would fill a lower percentage of the
foundation schools' amount, and Texas
lawmakers would need to make up the
difference with state funds.
But if the state economy were to
cool, bringing with it slower consumer
purchases, and thus, reduced sales tax
receipts, Texas lawmakers would need
to find a way to maintain the contribution to school districts. Alternatively,
the Legislature could decide to reduce
state payments for education, as it did
in 2012–13.
A second implication is that a prolonged period of home price appreciation in the state will necessarily reduce
the share of education funding provided by the state vis-à-vis local school
districts. Indeed, this is exactly what
occurred during the 2012–18 period of
rapid home price appreciation.
After accounting for identical 45 percent local/state shares of per-student
education funding in the 2007–08 academic year, rapid home price appreciation following the Great Recession
pushed the local share to 51.4 percent
in 2017–18 and to a projected 53.5 percent in 2018–19. At the same time, the
state share fell to 39.7 percent and was
projected to fall further to 37.6 percent
in 2018–19 (Chart 4).
From the vantage point of 2018 or
even early 2019, it appeared that rapid
home price appreciation might continue for some time, further increasing
an already-large property tax burden
on homeowners while simultaneously
propelling the local share of education
funding to unprecedented highs. This
is where the recent education package
enters the picture.

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

CHART

2

Texas Earns Mixed Grades on Student Achievement

A. Texas Matches U.S. Average on 8th-Grade Math Test
Average math score
300
295
290
285
280
275
270
265
260
255

MA
MN
NH
NJ
VA
WA
WY
IN
NE
ND
OH
VT
WI
UT
CO
IA
MT
PA
SD
KS
CT
ID
ME
AZ
IL
NY
NC
OR
TX
U.S.
GA
MD
MO
MI
FL
TN
DE
KY
AK
CA
HI
RI
NV
OK
SC
AR
WV
MS
NM
AL
LA

250

B. Texas Trails U.S. Average on 8th-Grade Reading Test
Average reading score
280
275
270
265
260
255
250

MA
NJ
NH
VT
CT
WA
IN
CO
PA
ID
WI
WY
ME
UT
MN
NE
VA
OH
IA
MT
SD
KS
IL
MD
FL
OR
GA
MO
RI
ND
KY
MI
U.S.
NY
AZ
NC
DE
CA
TN
HI
OK
TX
NV
SC
AR
WV
AK
AL
LA
MS
NM

245

NOTE: Data refer to 2017 math and reading assessment scores for 8th-grade students.
SOURCE: The Nation's Report Card.

Texas House Bill 2, signed into law in
June 2019, increased the state’s baseline
per-student funding by $890. It includes
other provisions, such as a more funded
full-day pre-K for eligible 4-year-olds.
The law also reduces property taxes
by 13 cents per $100 valuation—about
$325 per year for a $250,000 house.

In the short run, property tax reductions coupled with a one-time boost
to per-student funding would cumulatively rebalance the scales by increasing the state share of education funding while reducing the local share. Yet
if another period of rapid home price
appreciation were to emerge, then over

the medium term, local school districts
would once again find themselves
shouldering an increasingly larger
share of the education-funding burden.
The Texas property tax reform portion
of the package (House Bill 3) addressed
this issue in a creative fashion. Rather
than lower the current 10 percent

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

19

yearly cap on individual assessment
growth, the state imposed a new 2.5
percent yearly cap on school district
revenue growth from property taxes,
with exceptions for new property
development. Such a cap carries other
policy and economic implications.

3

Texas Home Values Follow National Trend Since 2012

Thousands of real dollars*
350

U.S.
$269

300
250

Shifting Payment Burdens
One implication is that homeowners have greater protection during
housing-market booms. If a house
appreciates 10 percent per year, but
its taxable value only rises 2.5 percent
annually, for example, the homeowner
would be shielded from 75 percent of
the property-tax increases that would
otherwise be paid.
Were this to continue for an extended period of time, a growing portion of
the state’s residential property tax base
would eventually go untaxed (as has
happened in California where a 1979
proposition sharply limited property
tax increases for many homeowners).
Another implication is that school
districts over time will contribute a
smaller share of education funding,
with the state required to make up the
difference. This is a mathematically
inevitable feature of capping school
district revenue growth.6
Official cost analyses also suggest the
price tag on these reforms will rise over
time, from $11.6 billion in 2020–21 to
$13.5 billion in 2022–23 and more thereafter.7 However, the recently approved
law does not provide a clear answer as
to where the funding will be found.
Higher-than-previously-estimated
tax revenue for 2020–21 should lead to
a temporary surplus. Over the longer
term, barring dramatic changes in
economic growth or demands for state
services, additional state education
funding would have to either be redirected from other areas such as health
services (which together with education comprise three-quarters of the
state budget) or else generated through
higher state taxes (Chart 5A).8
However, rising fiscal contributions
to the Medicaid program for indigent
health care along with the state’s high
uninsured rate make health spending
extraordinarily difficult to reduce, and

20

CHART

Texas
$238

200
150
100
50
0

'00 '01 '02 '03 '04 '05 '06 '07 '08 '09 '10 '11 '12 '13 '14 '15 '16 '17 '18 '19

*Four-month moving average, seasonally adjusted.
NOTES: U.S. data refer to median sales price of single-family homes; Texas data refer to median sales price of
single-family homes, condominiums and townhomes. Data are through May 2019.
SOURCE: The Real Estate Center at Texas A&M University.

the state’s sales tax rate is already well
above the national average.
This is not to say adjustments in
those areas would be impossible. However, it’s important to keep in mind that
Texas’ tax system is already relatively
regressive—levying a relatively larger
burden on individuals regardless of
earnings—because of its heavy emphasis on sales taxation and would become
even more so if the state puts more

CHART

4

emphasis on the sales tax vis-à-vis the
property tax (Chart 5B).9
A shift in state spending from health
services to education would likely also
represent a net transfer away from
lower-income Texans, who disproportionately consume Medicaid and other
state health services.
This leaves the state in a potentially
difficult situation, attempting to provide more money for education while

State Share of K-12 Education Funding Declines

Percent of total revenue
60
53.5

50
40

37.6
Local
State
Federal

30
20
10
0

8.9

'07-08 '08-'09 '09-'10 '10-'11 '11-'12 '12-'13 '13-'14 '14-'15 '15-'16 '16-'17 '17-'18 '18-'19

NOTES: Data are for Texas. Dates refer to school years. 2018–19 data are a projection without the recent education
spending increase.
SOURCE: National Education Association.

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

also meeting pressing needs in health
and infrastructure and adapting to the
realities of demographic change.
Complicating decision-making
is a desire to maintain the low-tax,
business-friendly climate that traditionally enables Texas to grow about
a percentage point faster annually
than the rest of the nation. Whether it
can achieve a workable solution will
determine whether Texas workers are
well-positioned for the future and may
determine whether the state can keep
its growth advantage in years to come.

CHART

5

Texas Expenditures, Funding Sources Heavily Concentrated

A. Health, Education Account for 75 Percent of State Spending
2.4% 1.4% 1.7%
2.5%
2.9%

Health and human services
Education

Transportation

4.1%

Public Safety and corrections

4.6%

Employee benefits
43.3%

8.5%

Total general government
General government –
executive departments

Natural resources/recreational
services

Saving is a senior economist in the
Communications and Outreach
Department at the Federal Reserve
Bank of Dallas.

Debt service
Other

31.6%

Notes
See “Texas Property Taxes Soar as Homeowners
Confront Rising Values,” by Jason Saving, Federal
Reserve Bank of Dallas Southwest Economy, Third
Quarter 2018, www.dallasfed.org/research/swe/2018/
swe1803c.
2
See “Education Spending and State Economic Growth:
Are All Dollars Created Equal?” by John Deskins, Brian
C. Hill and Laura Ullrich, Economic Development
Quarterly, vol. 24, no. 1, February 2010, pp. 45–59.
3
See “Texas Housing Market Soars to New Highs,
Pricing Out Many,” by Laila Assanie, Federal Reserve
Bank of Dallas Southwest Economy, First Quarter 2017,
www.dallasfed.org/research/swe/2017/swe1701f.
4
For a more detailed summary of Texas school finance,
see “Texas School Finance: Doing the Math on the
State’s Biggest Expenditure,” Texas Comptroller of Public
Accounts, Economy, FiscalNotes, January 2019, https://
comptroller.texas.gov/economy/fiscal-notes/2019/jan/
foundation.php.
5
Other components of the Texas education funding
system are less equal, leading to sometimes-substantial
per-student revenue differences across school districts.
Additionally, questions have been raised about the
constitutional adequacy of state funding for public
schools. These issues are outside the scope of this
article. For more on this, see “Texas School Finance
System Survives Recent Supreme Court Review,”
House Research Organization Focus Report 84-10,
Sept. 27, 2016, https://hro.house.texas.gov/pdf/focus/
Schoolfinance.pdf.
6
The governor’s “Property Tax Policy” document
anticipated this to some degree, stating: “A major effect
of capping the growth of local property tax collections
will be to reduce the extent to which local revenue for
public schools is able to grow. The state must therefore
1

B. Sales Tax Accounts for 58 Percent of State Tax Revenue

Sales tax
Motor vehicle sales and
rental taxes

10.9%

Motor fuel taxes
Franchise tax

6.6%

Oil production tax
Other

8.1%
57.7%
6.4%
8.3%

NOTES: Chart A data refer to fiscal 2018 (September 2017 through August 2018). Chart B data refer to fiscal 2019
year to date (September 2018 through June 2019).
SOURCE: Texas Comptroller of Public Accounts.

be prepared to increase its share,” www.gregabbott.com/
wp-content/uploads/2018/01/PropertyTaxReform.pdf.
7
See fiscal note for House Bill 3 from the Legislative
Budget Board.
8
The reform package also directs the Texas Comptroller
of Public Accounts to create a new fund into which funds
from the Available School Fund and online sales tax
collections would be deposited.
9
For more on the distributional impact, see, “Texas

Taxes: Who Bears the Burden?” by Jason Saving, Federal
Reserve Bank of Dallas, Southwest Economy, Third
Quarter 2017, www.dallasfed.org/research/swe/2017/
swe1703b.

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

21

SPOTLIGHT

Wind and Solar Power:
Perfect When Paired in Texas
By Aquil Jones, Soojin Jo and Christopher Slijk

A

s wind and solar power generation becomes more competitive economically relative
to conventional coal and natural gas
generation, states will likely increase
their dependence on such renewable
sources. Texas gets about 19 percent of
its electricity from renewables, which,
though they can’t be depleted, offer
limited capacity to produce power at
any given time.
Wind production accounted for
roughly 94 percent of Texas’ renewable electricity, or 75 million megawatt
hours (MWh) in 2018. The total is
equivalent to the electricity needed to
power 7.2 million households, based
on the average annual national consumption rate.
Solar generation was significantly
less than wind, with 3 million MWh in
2018, but sufficient to rank Texas fifth
in the U.S. in solar production by state.

Problem of Reliability
Simply put, wind power is generated only when it is windy; solar power
requires sunny days. Businesses and
residents depend on electricity regardless of the weather conditions and are
accustomed to conventional sources
reliably producing enough electricity
to meet demand.
One way to overcome the reliability issue is to create geographically
dispersed renewable electric grids.
International studies have found that
the electricity production of wind
turbines separated by 20 miles or more
is relatively unaffected by sudden
weather fluctuations.1 Thus, relatively
small-scale weather events won’t shut
down larger renewable grids.
Diversity across renewable sources
is also key to smoothing out power
generation. Regional studies suggest
that lulls in wind energy production in
Texas are correlated with peaks in solar

22

CHART

1

MWh

Complementary Wind, Solar Energy Help Stabilize Production
Wind

Solar

Average daily production

3,500

MWh
350

3,000

300

2,500
2,000

250

1,500

200

1,000

150

500
0

Jan

Feb

Mar

Apr

May

Jun

Jul

Aug

Sep

Oct

Nov

Dec

100

NOTE: The series depicts average daily electricity production for each month, in megawatt hours (MWh) of the
ERCOT grid, in 15-minute intervals from midnight to midnight during 2018.
SOURCE: Electric Reliability Council of Texas (ERCOT).

energy production, and vice versa,
on an annual and daily basis.2 This is
evident in the average daily patterns of
production throughout the year; wind
generation surges as solar generation
tapers off in the evenings (Chart 1).
Additionally, wind and solar complement each other seasonally, with lulls
in summer wind production coinciding
with increases in solar production.
Because solar production in the state
is much smaller in scale than wind, the
peaks in solar generation at current
levels only partially offset the daytime
drop in wind generation. The average
range in wind generation within a day
was about 900 megawatts in 2018, while
for solar it was about 250 megawatts.
Thus, solar made up only 27 percent of
the drop in wind-generated electricity.

Renewables Stepping Up
While the combination of wind and
solar shows the potential to supply the
grid a consistent source of energy, the
need for reliability suggests that the mix
of production sources should change
throughout the day.
The Electric Reliability Council of
Texas, which manages 90 percent of
the Texas electrical grid, estimated

that over the next 10–15 years, naturalgas-based generation will remain the
primary source of electricity to the
Texas grid. The council also predicts
that older coal and gas facilities will be
replaced by wind, solar and increasingly efficient gas power production.
Additionally, battery storage plants
can augment renewable power generation, storing excess solar and wind energy and releasing it to the grid to meet
periodic gaps between demand and
production. A planned 495-megawatt
battery storage system is expected to
increase Texas’ battery storage capacity
fivefold, to 584 megawatts in 2021.

Notes
“Response to ‘Burden of Proof: A comprehensive
Review of the Feasibility of 100% Renewable-Electricity
Systems,'” by Tom W. Brown et al., Renewable and
Sustainable Energy Reviews, vol. 92, September 2018,
pp. 834–47, www.sciencedirect.com/science/article/pii/
S1364032118303307.
2
“Assessing Solar and Wind Complementarity in Texas,” by
Joanna H. Slusarewicz and Daniel S. Cohan, Renewables:
Wind, Water, and Solar, November 2018, https://link.
springer.com/article/10.1186/s40807-018-0054-3.
1

Southwest Economy • Federal Reserve Bank of Dallas • Third Quarter 2019

GO FIGURE

Mexico Struggles to Move
into Digital Payment Age
Design: Justin Chavira; Content: Michael Perez

36%

Mexico Lags Other Countries
The slow adoption of digital payments
is leaving Mexico behind the U.S., Canada
and many developing countries.1

13%

19%

22%

31%

8%

6%
INDIA

MEXICO ARGENTINA

BRAZIL

TURKEY

U.S.

CANADA

Value of Digital Payments as Percentage of Gross Domestic Product

Why Is Mexico Behind?
53% of workers are off the books.

90% of transactions are in cash.
65% of people age 15 or older don't have an account with
a financial institution.
75% of people don’t have a debit card.
88% of people don’t take out loans from a financial institution
or use a credit card.

With a higher share
of digital payments,
Mexico could:

Increase payment and transaction speed
Increase financial transparency
Increase access to credit
Decrease crime and corruption

Digital payments are defined as the total value of debit, credit and e-money payments (with cards and e-money issued inside the country).
SOURCES: Bank for International Settlements, Committee on Payments and Market Infrastructures; World Bank Global Financial Inclusion Index; Better than Cash Alliance;
PYMNTS; Instituto Nacional de Estadística y Geografía (National Institute of Statistics and Geography).

1

Federal Reserve Bank of Dallas
P.O. Box 655906
Dallas, TX 75265-5906

SNAPSHOT

PRSRT STD
U.S. POSTAGE

PAID

DALLAS, TEXAS
PERMIT #1851

Domestic Migration to Texas Slows

D

espite a strong economy and historically low unemployment rates in Texas, net domestic migration to
Texas from other states has slowed since 2015.
During the 2015–16 oil bust, the state economy downshifted, the Texas unemployment rate grew closer to the
national average, and net domestic migration declined.
While economic growth improved in Texas in 2017 and 2018,
conditions were also strong throughout the U.S., and the unemployment rates for the two areas were almost the same.
During the period of net domestic migration from July
2017 to July 2018, the unemployment rate in Texas averaged
3.6 percent, while the U.S averaged 3.8 percent. A simple
regression with one lag of net domestic migration and the
unemployment rate differential suggests that net domestic
migration in Texas this year will be about 90,500—above the
2018 figure of about 82,500, but more than 25 percent below
the post-Great Recession average of 123,000.
—Adapted from Dallas Fed Economics, Sept. 3, 2019, by
Keith R. Phillips and Alexander T. Abraham

CHART

1

Net Domestic Migration to Texas Slows
as State, U.S. Labor Markets Tighten

Difference in unemp. rates
(percentage points)

Net migration rate, per
1,000 in population
10

2.0
Texas migration flow

1.5

8
6

1.0

4

0.5

2

0.0

0

-0.5

-2
-4

-1.0

U.S. rate minus Texas unemployment rate

-6

-1.5

-8

-2.0

-10

'91 '93 '95 '97 '99 '01 '03 '05 '07 '09 '11 '13 '15 '17 '19

NOTES: Both the annual migration flow and average annual unemployment rate are
calculated July to July. A positive-value difference in the unemployment rate means
the U.S. rate exceeded the Texas rate.
SOURCES: Census Bureau; Bureau of Labor Statistics.

Federal Reserve
Bank of Dallas

Southwest Economy
is published by the Federal Reserve Bank of Dallas. The views expressed are those of
the authors and should not be attributed to the Federal Reserve Bank of Dallas or the
Federal Reserve System.
Articles may be reprinted on the condition that the source is credited to the Federal
Reserve Bank of Dallas.
Southwest Economy is available on the Dallas Fed website, www.dallasfed.org.

Marc P. Giannoni, Senior Vice President and Director of Research
Pia Orrenius, Keith R. Phillips, Executive Editors
Michael Weiss, Editor
Kathy Thacker, Associate Editor
Dianne Tunnell, Associate Editor
Justin Chavira, Graphic Designer
Olumide Eseyin, Graphic Designer
Emily Rogers, Graphic Designer
Darcy Taj, Graphic Designer

Federal Reserve Bank of Dallas
2200 N. Pearl St., Dallas, TX 75201